Editing Advanced Computational Communication Methods (Summer 2023) (section)

== Week 6: Computational text analysis: using LLMs for research (June 20) ==

'''Due:'''
* Final project proposal (details on Brightspace) 

'''Resources:'''

Intro to LLMs:
* [https://mark-riedl.medium.com/a-very-gentle-introduction-to-large-language-models-without-the-hype-5f67941fa59e Mark Riedl. A very gentle introduction to Large Language Models without the hype]
* [https://www.youtube.com/watch?v=bSvTVREwSNw How ChatGPT Works Technically | ChatGPT Architecture (YouTube)]
* [https://amatriain.net/blog/transformer-models-an-introduction-and-catalog-2d1e9039f376/ Transformer Models: An introduction and catalog]
* [https://www.youtube.com/watch?v=iR2O2GPbB0E What are Large Language Models (LLMs)?]

Reflections on LLMs for research:
* [https://arxiv.org/abs/2305.03514 Ziems, C., Held, W., Shaikh, O., Chen, J., Zhang, Z., & Yang, D. (2023). Can Large Language Models Transform Computational Social Science?. arXiv preprint arXiv:2305.03514.]

Papers using LLMs:
* [https://arxiv.org/abs/2304.03442 Park, J. S., O'Brien, J. C., Cai, C. J., Morris, M. R., Liang, P., & Bernstein, M. S. (2023). Generative agents: Interactive simulacra of human behavior. arXiv preprint arXiv:2304.03442.]